{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "乐学偶得 版权所有 主讲人 ：William 由LX_LAB教研团队提供技术支持 乐学偶得版权所有  公众号：乐学Fintech  正版视频课程 网易云课堂：乐学偶得 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![SegmentLocal](median.gif \"segment\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"salt_and_peper.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "img = Image.open(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=L size=382x568 at 0x158A88F9710>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_mask = [(0,0)] * 9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0), (0, 0), (0, 0), (0, 0), (0, 0), (0, 0), (0, 0), (0, 0), (0, 0)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filter_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "width=img.width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "height=img.height"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "newimg = Image.new(\"L\",(width,height),\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "newimg.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(1,width-1):\n",
    "    for j in range(1,height-1):\n",
    "        filter_mask[0] = img.getpixel((i-1,j-1))\n",
    "        filter_mask[1] = img.getpixel((i-1,j))\n",
    "        filter_mask[2] = img.getpixel((i-1,j+1))\n",
    "        filter_mask[3] = img.getpixel((i,j-1))\n",
    "        filter_mask[4] = img.getpixel((i,j))\n",
    "        filter_mask[5] = img.getpixel((i,j+1))\n",
    "        filter_mask[6] = img.getpixel((i+1,j-1))\n",
    "        filter_mask[7] = img.getpixel((i+1,j))\n",
    "        filter_mask[8] = img.getpixel((i+1,j+1))\n",
    "        filter_mask.sort()\n",
    "        newimg.putpixel((i,j),(filter_mask[4]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "newimg.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "img.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
